{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 朴素贝叶斯"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成随机数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "# make_blobs：为聚类产生数据集\n",
    "# n_samples：样本点数，n_features：数据的维度，centers:产生数据的中心点，默认值3\n",
    "# cluster_std：数据集的标准差，浮点数或者浮点数序列，默认值1.0，random_state：随机种子\n",
    "X, y = make_blobs(n_samples = 100, n_features=2, centers=2, random_state=2, cluster_std=1.5) \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "model = GaussianNB()\n",
    "model.fit(X, y)\n",
    "rng = np.random.RandomState(0)\n",
    "X_test = [-6, -14] + [14, 18] * rng.rand(2000, 2)\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')\n",
    "lim = plt.axis()\n",
    "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_pred, s=20, cmap='RdBu', alpha=0.1)\n",
    "plt.axis(lim)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.89, 0.11],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [0.  , 1.  ],\n",
       "       [0.15, 0.85]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yprob = model.predict_proba(X_test)\n",
    "yprob[-8:].round(2)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "6daf8cb730fc11583c8eac93a775f388eba37bfa592e37705ede9a1ad454650c"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 64-bit ('py37': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
